Markets, networks, and technology
Research
I study how beliefs, financial networks, and AI shape asset prices and the broader economy.
Asset Pricing
How beliefs, risk, and market structure shape prices and expected returns.
Macro-finance
How intermediaries, financial frictions, and global imbalances shape exchange rates and capital flows.
AI and Skilled Work
How AI changes production, skill formation, career paths, and the organization of work.
Quantitative Finance
Computational and statistical methods for high-dimensional, networked financial data.
Working paper
International beliefs network and currencies
We build a multicountry model in which international intermediaries finance bilateral trade imbalances despite trading frictions. Several intermediaries may finance the same imbalance while holding different views about each country’s future capacity to service external debt.
With no arbitrage, exchange-rate adjustments depend on the entire network of intermediary expectations. Intermediaries with greater local centrality carry more weight. We test the model’s predictions for exchange rates and current-account imbalances using Consensus Economics surveys for the G-10 currencies and China from 1990 to 2023.
Current project
Artificial intelligence and the transformation of skilled work
We develop a macroeconomic model of how AI changes skill formation and the allocation of workers across junior and senior roles. We study the effects on production, human capital, and career progression, as well as policies that account for the social value of training, data creation, and workforce development.
Published research
A Flexible Approach to Interference Cancellation in Distributed Sensor Networks
This paper develops a weighting method for distributed sensor networks in which noisy or malfunctioning nodes can mislead their neighbors. In diffusion LMS algorithms, the method updates combination weights using each node’s recent performance, reducing the influence of unreliable nodes as network conditions change.
Other contributions
Academic service and educational work
- Academic refereeEconomics Letters (Elsevier)
- Solutions manualHigh-Dimensional Statistics: A Non-Asymptotic Viewpoint by Martin J. Wainwright (unpublished)